Chronological, Gestational and Biological DNAm Age Estimation with Methylation-Based Clocks


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Documentation for package ‘methylclock’ version 1.99.1

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ageAcceleration Epigenetic age acceleration, intrinsic and extrinsic
ageAccelerationChen Chen-style extrinsic age acceleration with data-driven weights
anti_trafo Horvath age transformation (inverse)
as.data.frame.methylclock Coerce a methylclock result to a data frame
cellCounts Estimate blood cell-type proportions from methylation
clockAccuracy How well each clock tracks chronological age
clockCoverage CpG coverage of each clock in a dataset
clockTrajectories Arrange repeated samples into per-subject clock trajectories
clock_catalog Catalogue of the clocks in the package
clock_info Look up one clock's registry entry
clock_list List and filter registered clocks
clock_predictors Supported prediction engines
clock_register Register a clock
clock_registry The clock registry
clock_reset Clear the clock registry
clock_statuses Availability status labels
clock_targets Supported biological targets
compute_clocks Estimate clocks from a methylation matrix
DNAmAge Estimate chronological and biological DNAm age
DNAmGA Estimate gestational DNAm age
EEAA Extrinsic epigenetic age acceleration (canonical EEAA)
IEAA Intrinsic epigenetic age acceleration (canonical IEAA)
imputeKNN KNN-impute a methylation matrix
listCellReferences Cell-type reference panels available for deconvolution
mcd_backends Configure the resource backend chain
mcd_cache_clear Clear the resource cache
mcd_manifest The resource manifest
mcd_resource Resolve a clock resource by identifier
mcd_resource_file Resolve a file resource to a local path
mc_to_hdf5 Store a methylation matrix on disk as HDF5
methylclock Estimate DNA methylation clocks
methylclock_betas Example methylation beta matrix
methylclock_cells Clock estimates with blood cell proportions
methylclock_demo Example clock estimates for a public blood cohort
methylclock_longitudinal A longitudinal example: children sampled repeatedly from birth to age 3
methylclock_references Clock estimates on the shipped reference cohorts
methylclock_smoking Smoking predictor scores with smoking status
methylclock_validation Clock estimates on two independent validation cohorts
new_methylclock Construct a methylclock result
normalize_coef Normalize a coefficient resource to canonical form
persist Persist a result to a file
persist.methylclock Persist a result to a file
plotAccelerationByGroup Plot epigenetic age acceleration by a sample group
plotAgeAcceleration Plot epigenetic age acceleration
plotBlandAltman Bland-Altman plot of predicted vs. chronological age
plotClockCorrelation Heatmap of the correlation between clocks
plotClockDensities Plot the density of each clock's estimates, optionally split by a group
plotClockDistributions Plot the distribution of each clock's estimates
plotDNAmAge Plot predicted epigenetic age against chronological age
plotGroupDifference Plot the per-clock difference between two groups as a forest plot
plotReferenceRange Plot samples against the percentile bands of a reference cohort
plotSampleDiscordance Plot how much the clocks agree on each sample
plotSamplePCA PCA of samples in clock space
plotTrajectories Plot each subject's clock trajectory over age
qcReport Quality-control report for clock estimates
sampleQC Per-sample quality control
theme_methylclock A clean theme for methylclock plots
trajectoryRates Each subject's rate of epigenetic aging, clock by clock